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References from Short-term metro passenger flow forecasting via decoupled spatio-temporal modeling with a diffusion-convergence graph and Swin-Enhanced LSTM. Local targets link to admitted publications; unresolved targets remain external evidence.
Characteristics of stampede accidents in subway stations and risk governance: an investigation of 15 typical accidents since 2008
2016 · External reference
A case study of development and utilization of urban underground space in Shenzhen and the Guangdong-Hong Kong-Macao Greater Bay Area
10.1016/j.tust.2020.103651 · 2021 · External reference
Metro systems: construction, operation and impacts
10.1016/j.tust.2023.105373 · 2024 · External reference
Transforming traffic accident investigations: a virtual-real-fusion framework for intelligent 3D traffic accident reconstruction
10.1007/s40747-024-01693-9 · 2024 · External reference
Roadside LiDAR placement for cooperative traffic detection by a novel chance constrained stochastic simulation optimization approach
10.1016/j.trc.2024.104838 · 2024 · External reference
Unresolved reference
2024 · External reference
A Data-Driven-Based Wavelet Support Vector Approach for Passenger Flow Forecasting of the Metropolitan Hub
10.1109/access.2019.2890819 · 2019 · External reference
10.1145/3558819.3565127
10.1145/3558819.3565127 · External reference
Short-Term Passenger Flow Prediction in Urban Public Transport: Kalman Filtering Combined K-Nearest Neighbor Approach
10.1109/access.2019.2937114 · 2019 · External reference
Deep learning for spatio-temporal data mining: A survey
2020 · External reference
A Survey of Traffic Prediction: from Spatio-Temporal Data to Intelligent Transportation
10.1007/s41019-020-00151-z · 2021 · External reference
Graph neural networks: A review of methods and applications
10.1016/j.aiopen.2021.01.001 · 2020 · External reference
Spatio-temporal graph convolutional networks: A deep learning framework for traffic forecasting. arXiv preprint arXiv:1709.04875
2017 · External reference
Diffusion convolutional recurrent neural network: Data-driven traffic forecasting. arXiv preprint arXiv:1707.01926
2017 · External reference
Graph WaveNet for deep spatial-temporal graph modeling. arXiv preprint arXiv:1906.00121
2019 · External reference
Spatial-channel collaborative multi-scale graph interaction deep transfer learning for unsupervised rotating machinery fault diagnosis
10.1016/j.engappai.2026.114691 · 2026 · External reference
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting
10.1609/aaai.v33i01.3301922 · 2019 · External reference
Knowledge fusion enhanced graph neural network for traffic flow prediction
10.1016/j.physa.2023.128842 · 2023 · External reference
Diffusion Models for Intelligent Transportation Systems: A Survey
10.1109/tits.2025.3613178 · 2025 · External reference
Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network
10.1609/aaai.v35i17.17761 · 2021 · External reference
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
10.1609/aaai.v37i4.25556 · 2023 · External reference
T-RippleGNN: Predicting traffic flow through ripple propagation with attentive graph neural networks
2025 · External reference
Spatiotemporal decoupling-gated transformer: modeling high-dimensional coupling for traffic flow prediction
10.1007/s10489-025-07056-2 · 2026 · External reference
10.1109/iccv48922.2021.00986
10.1109/iccv48922.2021.00986 · External reference
Graph convolutional networks: a comprehensive review
10.1186/s40649-019-0069-y · 2019 · External reference
Optimized single-image super-resolution reconstruction: a multimodal approach based on reversible guidance and cyclical knowledge distillation
10.1016/j.engappai.2024.108496 · 2024 · External reference
A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures
10.1162/neco_a_01199 · 2019 · External reference
Attention is all you need
2017 · External reference
Stacked bidirectional and unidirectional LSTM recurrent neural network for forecasting network-wide traffic state with missing values
10.1016/j.trc.2020.102674 · 2020 · External reference
Physical-Virtual Collaboration Modeling for Intra- and Inter-Station Metro Ridership Prediction
10.1109/tits.2020.3036057 · 2022 · External reference
A Graph Convolutional Stacked Bidirectional Unidirectional-LSTM Neural Network for Metro Ridership Prediction
10.1109/tits.2021.3065404 · 2022 · External reference
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10.1109/dsaa53316.2021.9564196 · External reference
